Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: SPAG4

Gene summary for SPAG4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPAG4

Gene ID

6676

Gene namesperm associated antigen 4
Gene AliasCT127
Cytomap20q11.22
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9NPE6


Top

Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
6676SPAG4HCC1_MengHumanLiverHCC1.19e-271.60e-010.0246
6676SPAG4HCC2HumanLiverHCC6.47e-073.07e+000.5341
6676SPAG4S014HumanLiverHCC2.69e-197.94e-010.2254
6676SPAG4S015HumanLiverHCC3.13e-158.48e-010.2375
6676SPAG4S016HumanLiverHCC8.01e-206.00e-010.2243
6676SPAG4S027HumanLiverHCC8.62e-043.96e-010.2446
6676SPAG4S028HumanLiverHCC2.63e-053.48e-010.2503
6676SPAG4S029HumanLiverHCC1.20e-157.61e-010.2581
6676SPAG4PTC06HumanThyroidPTC3.49e-021.14e-010.2057
6676SPAG4PTC07HumanThyroidPTC4.82e-026.18e-020.2044
6676SPAG4ATC09HumanThyroidATC1.76e-299.43e-010.2871
6676SPAG4ATC11HumanThyroidATC7.49e-032.53e-010.3386
6676SPAG4ATC12HumanThyroidATC3.28e-163.87e-010.34
6676SPAG4ATC13HumanThyroidATC1.28e-081.91e-010.34
6676SPAG4ATC1HumanThyroidATC2.06e-289.98e-010.2878
6676SPAG4ATC3HumanThyroidATC6.22e-032.11e-010.338
6676SPAG4ATC4HumanThyroidATC8.41e-225.10e-010.34
6676SPAG4ATC5HumanThyroidATC5.45e-112.22e-010.34
Page: 1 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

Top

Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00069971LiverHCCnucleus organization82/7958133/187236.32e-067.72e-0582
GO:0006998LiverHCCnuclear envelope organization34/795847/187233.27e-053.29e-0434
GO:00069977ThyroidPTCnucleus organization65/5968133/187233.16e-053.01e-0465
GO:00069985ThyroidPTCnuclear envelope organization27/596847/187232.57e-041.84e-0327
GO:000699714ThyroidATCnucleus organization65/6293133/187231.87e-041.26e-0365
GO:000699812ThyroidATCnuclear envelope organization28/629347/187232.31e-041.49e-0328
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
Page: 1 

Top

Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
Page: 1 

Top

Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
SPAG4SNVMissense_Mutationc.1040G>Ap.Gly347Glup.G347EQ9NPE6protein_codingdeleterious(0.04)benign(0.031)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SPAG4SNVMissense_Mutationc.1102N>Ap.Glu368Lysp.E368KQ9NPE6protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SPAG4SNVMissense_Mutationrs375034562c.452N>Ap.Gly151Glup.G151EQ9NPE6protein_codingtolerated(0.09)benign(0.348)TCGA-FU-A23K-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
SPAG4SNVMissense_Mutationnovelc.919T>Cp.Phe307Leup.F307LQ9NPE6protein_codingtolerated(0.07)benign(0.226)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SPAG4SNVMissense_Mutationnovelc.134N>Tp.Gly45Valp.G45VQ9NPE6protein_codingtolerated_low_confidence(0.11)benign(0.006)TCGA-CM-5348-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
SPAG4SNVMissense_Mutationnovelc.524G>Ap.Ser175Asnp.S175NQ9NPE6protein_codingtolerated(0.25)benign(0.118)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
SPAG4SNVMissense_Mutationnovelc.841N>Tp.Asn281Tyrp.N281YQ9NPE6protein_codingdeleterious(0.01)benign(0.259)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SPAG4SNVMissense_Mutationc.1137N>Tp.Glu379Aspp.E379DQ9NPE6protein_codingdeleterious(0.04)benign(0.197)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SPAG4SNVMissense_Mutationrs202014559c.1271N>Ap.Arg424Glnp.R424QQ9NPE6protein_codingtolerated(0.27)benign(0.185)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
SPAG4SNVMissense_Mutationnovelc.471N>Ap.Met157Ilep.M157IQ9NPE6protein_codingtolerated(0.06)benign(0)TCGA-AX-A2HA-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 

Top

Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
Page: 1